首页 \ 问答 \ 将Pandas Dataframe列转换为一个热标签(Converting a Pandas Dataframe column into one hot labels)

将Pandas Dataframe列转换为一个热标签(Converting a Pandas Dataframe column into one hot labels)

我有一个与此类似的pandas数据帧:

  Col1   ABC
0  XYZ    A
1  XYZ    B
2  XYZ    C

通过在列ABC上使用熊猫get_dummies()函数,我可以得到这个:

  Col1   A   B   C
0  XYZ   1   0   0
1  XYZ   0   1   0
2  XYZ   0   0   1

虽然我需要这样的东西,ABC列有一个list / array数据类型:

  Col1    ABC
0  XYZ    [1,0,0]
1  XYZ    [0,1,0]
2  XYZ    [0,0,1]

我尝试使用get_dummies函数,然后将所有列组合到我想要的列中。 我发现很多答案解释了如何将多个列组合成字符串,如下所示: 在pandas / python中的数据框中组合两列文本 。 但我无法想出将它们组合成列表的方式。

这个问题介绍了使用sklearn的OneHotEncoder的想法,但我无法让它工作。 如何对一个pandas数据帧的一列进行单热编码?

还有一件事:我遇到的所有答案都有解决方案,其中列名称必须在组合时手动输入。 有没有办法使用Dataframe.iloc()或拼接机制将列组合成一个列表?


I have a pandas dataframe similar to this:

  Col1   ABC
0  XYZ    A
1  XYZ    B
2  XYZ    C

By using the pandas get_dummies() function on column ABC, I can get this:

  Col1   A   B   C
0  XYZ   1   0   0
1  XYZ   0   1   0
2  XYZ   0   0   1

While I need something like this, where the ABC column has a list / array datatype:

  Col1    ABC
0  XYZ    [1,0,0]
1  XYZ    [0,1,0]
2  XYZ    [0,0,1]

I tried using the get_dummies function and then combining all the columns into the column which I wanted. I found lot of answers explaining how to combine multiple columns as strings, like this: Combine two columns of text in dataframe in pandas/python. But I cannot figure out a way to combine them as a list.

This question introduced the idea of using sklearn's OneHotEncoder, but I couldn't get it to work. How do I one-hot encode one column of a pandas dataframe?

One more thing: All the answers I came across had solutions where the column names had to be manually typed while combining them. Is there a way to use Dataframe.iloc() or splicing mechanism to combine columns into a list?


原文:https://stackoverflow.com/questions/47127388
更新时间:2023-01-09 12:01

最满意答案

  • 父类中的getS()方法在Child类中继承,因此可用于Child对象。
  • 覆盖仅适用于方法而不适用于实例变量。
  • 因此,即使您定义了具有相同名称的新变量,它也不会生效,因为它不会被覆盖

  • Your getS() methods from parent class is inherited in Child class and hence it is available for Child object.
  • Overriding is only for methods and not for instance variables.
  • So even if you define a new variable with same name, it will not take effect as it will not be overridden

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